{"id":"W2270881707","doi":"10.1149/ma2014-02/21/1029","title":"Incorporation of the Stefan-Maxwell Multicomponent Diffusion Model into a Pore Network Model of the PEMFC Electrode","year":2014,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Proton exchange membrane fuel cell; Electrolyte; Mass transfer; Diffusion; Porous medium; Thermodynamics; Mechanics; Oxygen transport; Cathode; Thermal diffusivity; Gaseous diffusion; Transport phenomena; Materials science; Porosity; Chemistry; Electrode; Fuel cells; Chemical engineering; Oxygen; Physics; Composite material; Engineering; Physical chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002941834,0.0006805223,0.0007103494,0.0005803566,0.0004563749,0.0008021375,0.001681291,0.001896934,0.002186327],"category_scores_gemma":[0.0007128311,0.0004679327,0.001144925,0.0006163216,0.0006032368,0.001852973,0.0006751514,0.00109545,0.0005269691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134691,"about_ca_system_score_gemma":0.001184382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149265,"about_ca_topic_score_gemma":0.005532561,"domain_scores_codex":[0.9998349,0.000029133,0.000009740592,0.00003793063,0.00006139195,0.00002680903],"domain_scores_gemma":[0.999823,0.00007171914,0.00002261021,0.0000139298,0.0000534685,0.00001524192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001896929,0.0000267415,0.0003086656,0.00008898178,0.00001401764,0.0001540084,0.00005920685,0.9493841,0.007595368,0.03703234,0.0004540679,0.004863581],"study_design_scores_gemma":[0.00000358136,0.000007060982,0.00005756868,0.000004555693,0.000004346923,0.00002758716,0.000006784066,0.9954655,0.0006717959,0.00220981,0.001535763,0.00000560705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04379309,0.001868151,0.9166918,0.0009380777,0.0002557536,0.0001498698,0.0007064555,0.0004171615,0.03517962],"genre_scores_gemma":[0.8073368,0.003643021,0.1342677,0.0003946035,0.0001729483,0.0006323736,0.0007946969,0.0002296298,0.05252821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01149265,"threshold_uncertainty_score":0.02285147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007394354023326819,"score_gpt":0.1814554789199413,"score_spread":0.1740611248966144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}